Knightvision
Important: A significant portion of recurring revenue is processed through Whop (separate billing platform) and is NOT reflected in the Stripe MRR or all-time totals shown above. Actual MRR is meaningfully higher. AI-powered ad intelligence and video generation platform. Users purchase credits to analyze social media advertisements and generate UGC-style video content using AI tools, with subscriptions billed via both Stripe and Whop.
Content Creation · Founded 2026 · United States
- Content Creation
- AI
- Marketing
- SaaS
Can you vibecode this?
Yes
The core loop — paste a URL, call video/transcription/LLM APIs, return an analysis report and script — ships. AI video generation delegates to Kling and Veo APIs. Credit billing via Stripe and Whop is standard wiring. Nothing here requires a licence, catalogue, or headcount.
The business
Total revenueEstimated from public sources and the business’s own reporting, not independently verified.
$100K+
Verified recently
Monthly revenueEstimated from public sources and the business’s own reporting, not independently verified.
$20K+/mo
→ Steady · 60-day average
Peak month
~$25K
Best single month
Growth
~2.5×
Early months vs recent
Profit margin
70%
For owners
Own Knightvision? List it for sale.
Founders read this page looking for a business to build like your $20K+/mo one — some would rather buy one that already works. They skip the line, you get a clean exit. $25 one-time, no commission.
Why it works
Value proposition
Reverse-engineers competitor ads and generates AI video creatives instantly.
Problem
Manually analyzing competitor ads and producing video content is slow and expensive.
Audience
Media buyers, creative strategists and agencies running paid social campaigns.
Business model
Credits purchased upfront; each ad analysis or video generation costs a set number of credits, billed via Stripe.
Can you vibecode this?
Yes
The core loop — paste a URL, call video/transcription/LLM APIs, return an analysis report and script — ships. AI video generation delegates to Kling and Veo APIs. Credit billing via Stripe and Whop is standard wiring. Nothing here requires a licence, catalogue, or headcount.
Moat
None found: pure execution
Why people pay Knightvision
Customers pay for a product that works, and a good copy can match it. Knightvision shows no proprietary data, exclusive access, or accumulated network that a competitor rebuilding the same API-stitched toolset could not replicate.
Product complexity
ModerateAd analysis, AI video and image generation, and caption burning are all standard AI-powered web app features.
Data
ModerateThe product fetches and processes video content from Facebook Ad Library, Instagram and TikTok URLs.
Integrations & infrastructure
ModerateKling 3.0, Kling Motion Control and Veo 3.1 are third-party AI video models called via their APIs.
Human operations
LowAnalysis and generation are fully automated; no human review or manual delivery is involved.
Regulation / hardware
LowNo regulated data types or licensed activities are involved in ad analysis or AI video generation.
Build this business
Use the build specification below with any AI coding tool, or build it directly with Leapd.
Build This with Leapd →Leapd builds
- Web app with ad analyzer, AI video generator, image generator and caption tool
- Credit-based purchases and subscriptions with Stripe
- Kling and Veo model connections
- A landing page
Leapd runs
- Cold email outreach to potential customers
- Meta ads
- LinkedIn and X posts
- SEO and AI-search visibility
- A daily report of what shipped
Opportunity check
- Passes: Proven market: $20K+/mo already paid for it
- Passes: Proven model: Credit-based; credits consumed per analysis or video generation, 70% margin
- Passes: Proven demand: 600+ visitors a month
- Passes: Buildable: Leapd builds it end to end
Build a credit-based web app that analyzes social media ads and generates AI video and image content, sold through credit purchases and subscriptions.
Product:
- User accounts with a dashboard showing credit balance, analysis history and generated asset history
- Ad Analyzer: paste a Facebook Ad Library, Instagram or TikTok URL to trigger a full creative analysis
- Analyzer downloads the creative, extracts key frames, transcribes audio and scores the ad in under 30 seconds
- Analysis report covers hook strength, emotional triggers, CTA breakdown, creative grade (A to F) and audience detection
- Report also generates a UGC replication script with scene-by-scene directions, voiceover lines and hook variations
- AI Video Generator: text prompt to video via Kling 3.0, Kling Motion Control or Veo 3.1, with 720p and 1080p output
- Reference image support, custom AI characters and instant MP4 download for generated videos
- AI Image Generator: text-to-image with optional reference images, aspect-ratio controls and saved output history
- AI Captions tool: transcribes speech, burns styled captions into a new MP4 with a re-burn workflow
- Public API with key management for programmatic access to analysis and generation endpoints
Billing:
- Credit packs (one-off) and recurring credit subscriptions via Stripe; ad analysis costs 50 credits per run
Integrations:
- Kling 3.0, Kling Motion Control and Veo 3.1 connected via their APIs using the platform's own credentials
Data:
- Public ad creatives fetched from Facebook Ad Library, Instagram and TikTok URLs via their public endpoints
Business details
- Founded
March 2026
Less than a year old
- Country
United States
- Audience
B2BSells to businesses
- Tech stack
- Domain ratingStrength of the website's backlink profile, from 0 to 100.
1 / 100
050100
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Questions
How much revenue does Knightvision make?
Knightvision has made $100K+ in revenue to date and brings in $20K+/mo, with its best month around $25K.
How does Knightvision make money?
Knightvision sells credits that customers spend on ad analyses and AI video generations, with subscriptions and one-off credit purchases billed through Stripe.
Is Knightvision profitable?
Yes. Knightvision reports a 70% profit margin.
Is Knightvision growing?
Revenue is holding steady over the last 3 months. Since its early months, monthly revenue has grown about 2.5×.
Can you vibecode a business like Knightvision?
Yes, with Leapd. It builds the product, then helps you find customers with outreach, ads and SEO. See the build spec →
Ready to build it?
The market is proven. The opportunity is real. Build your version with Leapd.
Build This with Leapd →